Towards Automatic Generation Of Security-Centric Descriptions For Android Apps

CCS(2015)

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摘要
To improve the security awareness of end users, Android markets directly present two classes of literal app information: 1) permission requests and 2) textual descriptions. Unfortunately, neither can serve the needs. A permission list is not only hard to understand but also inadequate; textual descriptions provided by developers are not security-centric and are significantly deviated from the permissions. To fill in this gap, we propose a novel technique to automatically generate security-centric app descriptions, based on program analysis. We implement a prototype system, DESCRIBEME, and evaluate our system using both DroidBench and real-world Android apps. Experimental results demonstrate that DESCRIBEME enables a promising technique which bridges the gap between descriptions and permissions. A further user study shows that automatically produced descriptions are not only readable but also effectively help users avoid malware and privacy-breaching apps.
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关键词
Android,Malware prevention,Textual description,Program analysis,Subgraph mining,Natural language generation
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